A Method of Image Matching Used in Image-Based Modeling System

被引:1
|
作者
Yi, Chengtao [1 ]
Wang, Xiaotong [1 ]
Xu, Xiaogang [1 ]
机构
[1] Dalian Naval Acad, Dalian, Peoples R China
关键词
image matching; SIFT; RANSAC; Epipolar constraints;
D O I
10.1109/AICI.2009.32
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to restrain the high sensitivity to image noise and non-linearity transform as for the traditional automatic matching algorithm in the system of image-based modeling, a new simplified algorithm based on SIFT(Scale Invariant Feature Transform) was provided. Firstly, for avoiding the problem of losing of information, position excursion and the fake keypoints, the features were detected and captured in multi-scale space. Secondly, the reversible image matching algorithm was adopted based on simplifying SIFT local feature descriptor for accurate matching. Lastly, the matching algorithm was optimized by using RANSAC and the approximate nearest neighbor algorithm in the light of epipolar constraints. The experimental results demonstrated the robustness and efficiency of the algorithm.
引用
收藏
页码:449 / 451
页数:3
相关论文
共 50 条
  • [1] A robust hybrid image-based modeling system
    Hoang Minh Nguyen
    Burkhard Wünsche
    Patrice Delmas
    Christof Lutteroth
    Eugene Zhang
    The Visual Computer, 2016, 32 : 625 - 640
  • [2] A robust hybrid image-based modeling system
    Hoang Minh Nguyen
    Wuensche, Burkhard
    Delmas, Patrice
    Lutteroth, Christof
    Zhang, Eugene
    VISUAL COMPUTER, 2016, 32 (05): : 625 - 640
  • [3] An Image-Based Hair Modeling and Dynamic Simulation Method
    Bao, Yongtang
    Qi, Yue
    IEEE ACCESS, 2017, 5 : 12533 - 12544
  • [4] Image-based tree modeling
    Hong Kong University of Science and Technology
    不详
    不详
    ACM Trans Graphics, 2007, 3
  • [5] Image-Based Modeling and Lighting
    Debevec, Paul E.
    Computer Graphics (ACM), 1999, 33 (04): : 46 - 50
  • [6] Image-based plant modeling
    Quan, Long
    Tan, Ping
    Zeng, Gang
    Yuan, Lu
    Wang, Jingdong
    Kang, Sing Bing
    ACM TRANSACTIONS ON GRAPHICS, 2006, 25 (03): : 599 - 604
  • [7] In Situ Image-based Modeling
    van den Hengel, Anton
    Hill, Rhys
    Ward, Ben
    Dick, Anthony
    2009 8TH IEEE INTERNATIONAL SYMPOSIUM ON MIXED AND AUGMENTED REALITY - SCIENCE AND TECHNOLOGY, 2009, : 107 - 110
  • [8] Image-based Facade Modeling
    Xiao, Jianxiong
    Fang, Tian
    Tan, Ping
    Zhao, Peng
    Ofek, Eyal
    Quan, Long
    ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (05):
  • [9] Image-based modeling and lighting
    Debevec, PE
    COMPUTER GRAPHICS-US, 1999, 33 (04): : 46 - 50
  • [10] Examining the profile accuracy of grinding wheels used for microdrill fluting by an image-based contour matching method
    Chen, T-H
    Chang, W-T
    Shen, P-H
    Tarng, Y-S
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2010, 224 (B6) : 899 - 911